Picture three reports open in three tabs. Shopify says revenue is up, the ad account says returns look strong, and the accountant says margin shrank.
All three can be true at once. None of them tells you where to put next month's budget.
That gap is what analytics apps exist to close. They join order data, ad spend, and product costs into one view. Then they show profit, retention, and lifetime value instead of vanity totals.
This guide ranks six options for Shopify stores in 2026. Prices come from each app's own listing, and every pick comes with real trade-offs.
The Best Shopify Analytics Apps at a Glance
Needle is the pick when you want the numbers turned into campaigns. Lifetimely is the best profit and lifetime value dashboard for stores under 25,000 orders a month. Peel Insights is the retention and cohort specialist.
Littledata fixes the tracking data that every other report depends on. Conjura suits brands that sell across several channels and want product-level ad spend. Glew is the full business intelligence suite for larger teams.
Do You Need an Analytics App at All?
Shopify's own reporting is better than many owners realize. Its built-in analytics include a customizable dashboard, detailed reports, and a Live View of current traffic. The main features are available on any Shopify plan.
Shopify also offers profit reports. They show gross profit and margin by product, but only where you have recorded a cost per item. They do not include ad spend.
That omission is the usual reason stores add an app. Profit that ignores advertising is not profit. Once you run paid campaigns, you need spend, orders, and costs in the same place.
What to look for in an analytics app
Match the app to the question you cannot answer today. These are the checks that matter most:
- Profit after ad spend. The app should combine product costs, shipping, and ad platform spend into one margin figure.
- Blended metrics. Look for a view of marketing efficiency ratio, which divides total revenue by total spend and avoids platform double-counting.
- Cohorts and lifetime value. You should see how each month's new customers behave over time, not just totals.
- Pricing that scales. Most apps here price by order volume, so check the tier at your current and projected orders.
- Data you can trust. Reports are only as good as the events feeding them, so ask how tracking is handled.
How We Chose These Six Apps
We started with what each app publishes, not what reviewers repeat. Prices, plan limits, and ratings come from the Shopify App Store listings or the vendor's own pricing page. Glew is the exception, because it does not publish prices.
We favored apps that solve a distinct problem. Profit, retention, data accuracy, multichannel reporting, and full business intelligence each get one pick. Needle covers a sixth need: acting on the numbers once you have them.
Ratings are a rough signal only. Several listings have under 50 reviews, so we say so where it applies.
1. Needle: Best When You Want the Numbers Turned Into Campaigns
Full transparency: Needle is our product, so we are not neutral here. We included it because it answers a question dashboards cannot: what should you do next?
Analytics apps usually stop at the chart. Needle starts there. It reads your store, ad, and email data, then proposes campaigns for you to approve.
A team of strategists and designers, backed by AI, builds and launches those campaigns. The results feed the next round. For a founder who is tired of staring at dashboards, that loop is the point.
What it tracks
Needle's Auto Reporting pulls cross-channel numbers together without the spreadsheet. Every week, a Momentum Report summarizes what worked, what did not, and where the opportunities sit. It replaces manual analytics pulls and monthly agency PDFs.
The same data shapes a content calendar that loads every Monday with campaign ideas. Needle also surfaces winning trends from across its brand community, not just your own history. Our weekly marketing report template shows what a useful report contains.
What you'll pay
Needle charges one flat monthly fee, set by ad spend and active email audience. The Growth tier is $2,999 per month for brands spending $5,000 to $8,000 on ads with about 5,000 subscribers.
The Scale tier is $3,999 per month for $8,000 to $11,000 in ad spend. Custom pricing covers $11,000 and above. There are no seats, no hours, and no cut of your ad spend.
Every tier includes the weekly Momentum Report, weekly ad optimization, human-polished creative, unlimited revisions, and a dedicated strategist.
Where it shines and where it doesn't
Needle shines when reports come with decisions attached. You do not need to interpret a chart, because the next step is already drafted for approval.
It is not a self-serve business intelligence tool. You cannot build custom queries or slice cohorts yourself.
The entry band also assumes at least $5,000 in monthly ad spend. Very small stores should start with one of the apps below.
Who's using it
TWOOAK, a contact lens brand in Singapore, cut its cost per order from $41 to $19. Its peak marketing efficiency ratio hit 41×, turning $2,300 in spend into $95,700 in revenue.
As Intended, a workleisure fashion brand, doubled its efficiency ratio in 60 days. It held at least 6× return on ad spend for eight straight months. Brands running Needle for three months or more report 62% lower costs and 91% higher marketing efficiency.
2. Lifetimely: Best for Profit and Lifetime Value Tracking
Lifetimely, built by AMP, turns order data, product costs, and ad spend into daily profit and loss. It is priced by order volume, and a free tier covers very small stores.
It is the most affordable route to real profit reporting. Where Shopify's native reports stop at product margin, Lifetimely carries the calculation through to marketing cost and customer payback.
What it tracks
The free plan includes daily profit and loss, customer behavior analytics, custom dashboards, benchmarks, product performance, and a sales forecast. It also includes a predictive lifetime value model.
Paid plans add attribution, customer journey tracking, and CAC and payback period. They also include an AI Profit Agent, unlimited users, unlimited integrations, and 24/7 support. Our guide to raising customer lifetime value explains what to do once the numbers are visible.
What you'll pay
Pricing follows monthly Shopify orders, and every paid plan includes all features.
Paid plans include a 14-day trial. Marketplace sales data adds $75 per month, and extra Profit Agent credits cost $49 per month.
The Shopify listing shows only the first four tiers. Confirm the larger ones on the vendor's site.
Where it shines and where it doesn't
Lifetimely's strength is value. There are no per-feature upsells, and the entry plan costs less than most dashboards charge for a single report.
Its limit is that it is a window, not a hand. It shows profit and payback clearly but does not act on them. Profit figures are also only as accurate as the product costs you enter.
Who's using it
Lifetimely holds a 4.9 out of 5 rating from 576 reviews on the Shopify App Store. The listing does not state how many merchants use it.
3. Peel Insights: Best for Retention and Cohort Analysis
Peel Insights focuses on what happens after the first order. It shows how customers return, how long they stay, and which acquisition months produce the best buyers.
That focus matters for any brand that depends on repeat purchases. Cohort curves reveal retention problems that a revenue total hides for months.
What it tracks
Peel's Core plan covers retention and subscription analytics, cohort analysis, RFM segmentation, lifetime value, and CAC. It integrates with ad accounts and exports to spreadsheets and email tools.
Essentials adds custom retention and subscription reports. Accelerate adds a dedicated account manager. All plans handle Shopify stores and marketplace data.
What you'll pay
Peel prices by monthly order volume and billing is every 30 days. All plans include a 7-day free trial, and annual billing saves 10%.
- Core: $199 per month for up to 6,000 orders and three stores.
- Essentials: $499 per month for up to 16,000 orders and three stores.
- Accelerate: $899 per month for up to 29,000 orders and seven stores.
Where it shines and where it doesn't
Peel is the sharpest tool here for cohort and subscription questions. A brand with a replenishment product, such as supplements or pet food, gets answers quickly.
The $199 starting price is four times Lifetimely's entry paid plan. Its focus is retention rather than daily profit and loss, so many stores pair it with a profit tool.
Who's using it
Peel holds a perfect 5.0 rating from 38 Shopify reviews. That sample is small, but every review is five stars. The listing does not state a merchant count.
4. Littledata: Best for Accurate Tracking Data
Every analytics app inherits the quality of the data underneath it. Browser blockers and consent banners drop events, so reports can quietly undercount orders.
Littledata is a data layer, not a dashboard. It captures Shopify events accurately and sends them to your chosen destinations. Ad platforms document server-side event tracking as a way to recover signals that browsers block.
What it tracks
The Flex plan provides accurate customer event tracking with email and chat support. Standard and above include all destinations and a marketing attribution boost.
Pro adds private webinars and priority support. Plus adds managed onboarding, analytics training, multiple country stores, guaranteed uptime, and headless tracking.
What you'll pay
Littledata mixes usage-based and tiered pricing, and annual billing saves 20%.
Paid plans include a 30-day free trial. At $0.35 per order, Flex costs more than Standard once you pass about 570 orders a month.
Where it shines and where it doesn't
Littledata fixes the root cause of bad numbers. If your reports disagree, it is often the best first purchase.
It will not show you profit or cohorts by itself. You still need somewhere to view the data. Usage pricing also means your bill moves with your sales.
Who's using it
Littledata holds a 4.8 out of 5 rating from 137 Shopify reviews, and 92% of ratings are five stars. The listing does not give a merchant count.
5. Conjura: Best for Multichannel Brands and Product-Level Ad Spend
Conjura suits brands that sell through a store, marketplaces, and wholesale channels. It gathers those sources into one set of dashboards.
Its standout is ad spend allocated to individual products. That shows which items earn their advertising and which quietly lose money.
What it tracks
Conjura tracks CAC, lifetime value, and return on ad spend, with benchmarking across sales channels. It connects to your store, marketplaces, ad platforms, and inventory systems. An AI agent handles insights, reports, and forecasting.
The free plan shows all connected data in one place, with ad spend at product SKU level. Grow adds product ad spend across every ad platform, plus daily and weekly email reports.
What you'll pay
The Grow plan costs $299 per month, or $2,868 per year. Grow+ costs $499 per month, or $4,788 per year.
Grow+ adds order-management and inventory integrations, a dedicated account manager, and twice-yearly business reviews. Both paid plans include a 14-day trial.
Where it shines and where it doesn't
Conjura excels when your catalog is large and your channels are many. Product-level ad spend is hard to get elsewhere at this price.
A single-store brand with a small catalog will not use most of it. The review base is also thin, so treat the rating with caution.
Who's using it
Conjura holds a 5.0 rating from 13 Shopify reviews. That is a small sample, though every review is five stars. The listing does not state a merchant count.
6. Glew: Best for Larger Teams That Need Full Business Intelligence
Glew is the heaviest tool on this list. It delivers multichannel business intelligence with prebuilt dashboards and scheduled reports.
It is built for teams with analysts, several data sources, and questions that outgrow a single dashboard. Smaller stores can find it more than they need.
What it tracks
Glew Pro offers 250+ KPIs, 30 pre-built customer segments, and around 40 top integrations. It tracks lifetime value and net profit, with custom reports and unlimited stores, users, and segments.
Glew Plus adds 150+ integrations, a data warehouse, and fully managed ETL. It bundles a business intelligence license and no-code custom reporting.
What you'll pay
Glew publishes no prices. Both plans are quote-based, and Glew Pro is billed annually. A free trial is available.
Ask for the full annual cost, including onboarding, before you commit. Third-party directories may show older plan prices that the live site no longer lists.
Where it shines and where it doesn't
Glew shines when you need one source of truth across many systems. The data warehouse option suits teams that want to run their own queries.
The trade-offs are opaque pricing and heavy setup. A brand with one store and a lean team will find the lighter apps faster to use.
Who's using it
Capterra rates Glew 4.3 out of 5 from 59 reviews. Its users range from freelancers to enterprises, but no customers are named.
How to Build a Simple Stack by Store Size
Few stores need all six tools. Order volume and ad spend decide which combination makes sense.
- Under 500 orders a month: Use Shopify's reports plus Lifetimely's free or $49 plan. That gives you profit after ad spend for very little money.
- 500 to 3,000 orders, with repeat buyers: Add Peel Insights if retention is central. Lifetimely's $149 plan covers the profit side.
- Reports that disagree: Fix the data first with Littledata. Every dashboard downstream improves once the events are accurate.
- Several sales channels: Move to Conjura for product-level ad spend. Pair it with a retention tool if repeat purchase matters.
- Large teams with analysts: Look at Glew Plus for the warehouse and managed pipeline.
- Ad spend above $5,000 a month with no time to act: Consider Needle, which handles the analysis and the execution.
Review the stack once a year. A tool that fit at 500 orders may be dead weight at 5,000.
Frequently Asked Questions
Do I need an analytics app if Shopify already has reports?
Not at first. Shopify's reports cover sales, traffic, and product-level profit. Add an app when you run paid ads and need profit that includes ad spend.
What is the difference between analytics and tracking apps?
Analytics apps show you the numbers. Tracking apps, like Littledata, make sure the numbers are complete. Many stores need both once ad spend grows.
How much should an analytics app cost?
Match the price to your order volume. Under 500 orders a month, Lifetimely's free tier or $49 plan is plenty. Retention specialists start near $200, and quote-based suites cost more.
How often should I review my numbers?
Review performance weekly and cohorts monthly. A weekly rhythm catches problems before they compound. Cohort curves move slowly, so monthly checks are enough.
Can analytics fix a weak marketing program?
No. Analytics shows what is happening, not what to do about it. You still need someone to act on the findings.
Which app works best with a lean team?
Start with Lifetimely for profit or Peel for retention. If nobody has time to act on the reports, consider a done-for-you option like Needle.
Conclusion: Which Analytics App Should You Pick?
Pick Lifetimely if you want profit and lifetime value at the lowest cost. Its free tier and $49 plan make it the easiest first step for a growing store.
Pick Peel Insights if repeat purchases drive your business. Choose Littledata if your reports disagree and you suspect missing data. Choose Conjura for multichannel catalogs, and Glew for a full business intelligence suite.
Pick Needle if the real gap is action, not insight. Are you tired of dashboards that nobody has time to act on? Needle reads your data, drafts the next campaigns, and launches them once you approve. Book a demo to see how a Needle strategist would turn your numbers into next week's plan.